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     "text": [
      "这是第1页，接下来将先等待8秒...然后以继续抓取\n",
      "这是第2页，接下来将先等待3秒...然后以继续抓取\n",
      "这是第3页，接下来将先等待7秒...然后以继续抓取\n",
      "这是第4页，接下来将先等待5秒...然后以继续抓取\n",
      "这是第5页，接下来将先等待7秒...然后以继续抓取\n",
      "这是第6页，接下来将先等待6秒...然后以继续抓取\n",
      "这是第7页，接下来将先等待8秒...然后以继续抓取\n",
      "这是第8页，接下来将先等待4秒...然后以继续抓取\n",
      "这是第9页，接下来将先等待5秒...然后以继续抓取\n",
      "这是第10页，接下来将先等待4秒...然后以继续抓取\n",
      "这是第11页，接下来将先等待8秒...然后以继续抓取\n",
      "这是第12页，接下来将先等待9秒...然后以继续抓取\n",
      "这是第13页，接下来将先等待8秒...然后以继续抓取\n",
      "这是第14页，接下来将先等待10秒...然后以继续抓取\n",
      "这是第15页，接下来将先等待4秒...然后以继续抓取\n",
      "这是第16页，接下来将先等待5秒...然后以继续抓取\n",
      "这是第17页，接下来将先等待3秒...然后以继续抓取\n",
      "这是第18页，接下来将先等待10秒...然后以继续抓取\n",
      "这是第19页，接下来将先等待5秒...然后以继续抓取\n",
      "这是第20页，接下来将先等待6秒...然后以继续抓取\n"
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       "      <td>5f6989a39d37de58797cdabe04u.png</td>\n",
       "      <td>https://www.liepin.com/company/8939472/</td>\n",
       "      <td>互联网</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>{\"jobKind\":\"6\",\"userId\":\"f7a425db1fb97ca62ba0a...</td>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...</td>\n",
       "      <td>[本科, 安全产品, 信息安全, 原型设计, 市场调研, 产品设计, 产品规划]</td>\n",
       "      <td>商用密码产品经理(J11706)</td>\n",
       "      <td>6</td>\n",
       "      <td>20230918144142</td>\n",
       "      <td>61717639</td>\n",
       "      <td>北京-西城区</td>\n",
       "      <td>False</td>\n",
       "      <td>https://www.liepin.com/lptjob/61717639</td>\n",
       "      <td>...</td>\n",
       "      <td>5f8f986779c7cc70efbf36c008u.jpg</td>\n",
       "      <td>1026344</td>\n",
       "      <td>联通数字科技有限公司</td>\n",
       "      <td>2000-5000人</td>\n",
       "      <td>融资未公开</td>\n",
       "      <td>60c855fdd64536075db19b3602u.png</td>\n",
       "      <td>https://www.liepin.com/company/1026344/</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>{\"jobKind\":\"6\",\"userId\":\"4eff8ac9999bfd158bb88...</td>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...</td>\n",
       "      <td>[本科, 交易产品, 内容产品, 电商产品, 工具产品, 交互设计, 产品优化, 产品设计,...</td>\n",
       "      <td>平台产品经理-电商产品</td>\n",
       "      <td>6</td>\n",
       "      <td>20230830100415</td>\n",
       "      <td>61223229</td>\n",
       "      <td>北京</td>\n",
       "      <td>False</td>\n",
       "      <td>https://www.liepin.com/lptjob/61223229</td>\n",
       "      <td>...</td>\n",
       "      <td>5f8f9868f6d1ab58476f24a008u.jpg</td>\n",
       "      <td>8605497</td>\n",
       "      <td>快手</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>港股上市</td>\n",
       "      <td>61c959425856064211ca0c8108u.png</td>\n",
       "      <td>https://www.liepin.com/company/8605497/</td>\n",
       "      <td>互联网</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>{\"jobKind\":\"6\",\"userId\":\"04e5ac39274bc67e47e31...</td>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...</td>\n",
       "      <td>[本科, 平台产品, 产品设计, IT互联网, to C, 需求分析, 用户研究, 产品优化...</td>\n",
       "      <td>【24届校招】产品经理-飞书</td>\n",
       "      <td>6</td>\n",
       "      <td>20231010232036</td>\n",
       "      <td>62117433</td>\n",
       "      <td>北京</td>\n",
       "      <td>False</td>\n",
       "      <td>https://www.liepin.com/lptjob/62117433</td>\n",
       "      <td>...</td>\n",
       "      <td>5f8f9865ea60860b75384fa508u.jpg</td>\n",
       "      <td>9352611</td>\n",
       "      <td>北京抖音信息服务有限公司</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>D轮</td>\n",
       "      <td>59fa8a1d70323b4a8499a2c705a.jpg</td>\n",
       "      <td>https://www.liepin.com/company/9352611/</td>\n",
       "      <td>在线社交/媒体</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>{\"userId\":\"b03f12241b83a985ff7d4e1ed2dae95d\",\"...</td>\n",
       "      <td>%7B%22scene%22%3A%22condition%22%2C%22skId%22%...</td>\n",
       "      <td>[]</td>\n",
       "      <td>区域市场推广专员</td>\n",
       "      <td>2</td>\n",
       "      <td>20231101133624</td>\n",
       "      <td>41767871</td>\n",
       "      <td>北京-朝阳区</td>\n",
       "      <td>False</td>\n",
       "      <td>https://www.liepin.com/job/1941767871.shtml</td>\n",
       "      <td>...</td>\n",
       "      <td>5f8f986779c7cc70efbf36c008u.jpg</td>\n",
       "      <td>3736906</td>\n",
       "      <td>万全医药</td>\n",
       "      <td>1000-2000人</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5f27e475556e7a7b12787fa906u.jpg</td>\n",
       "      <td>https://www.liepin.com/company/3736906/</td>\n",
       "      <td>制药</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>统招本科</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>{\"userId\":\"004bcd3e52bd8f1ca8b4dcc45b9e2cbb\",\"...</td>\n",
       "      <td>%7B%22scene%22%3A%22condition%22%2C%22skId%22%...</td>\n",
       "      <td>[]</td>\n",
       "      <td>证券信托合规岗（派遣）</td>\n",
       "      <td>2</td>\n",
       "      <td>20230419141127</td>\n",
       "      <td>57937165</td>\n",
       "      <td>北京-西城区</td>\n",
       "      <td>False</td>\n",
       "      <td>https://www.liepin.com/job/1957937165.shtml</td>\n",
       "      <td>...</td>\n",
       "      <td>59fa6af6703232012072af5405a.jpg</td>\n",
       "      <td>6097821</td>\n",
       "      <td>外贸信托</td>\n",
       "      <td>500-999人</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5c10b1ab570cb120f18677e908u.png</td>\n",
       "      <td>https://www.liepin.com/company/6097821/</td>\n",
       "      <td>担保/拍卖/典当</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>统招本科</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>{\"userId\":\"312f62014b6a187d6ed89cb6ef2d9ae9\",\"...</td>\n",
       "      <td>%7B%22scene%22%3A%22condition%22%2C%22skId%22%...</td>\n",
       "      <td>[]</td>\n",
       "      <td>Quant Researcher量化策略研究员-北京</td>\n",
       "      <td>2</td>\n",
       "      <td>20230208101852</td>\n",
       "      <td>53375321</td>\n",
       "      <td>北京-朝阳区</td>\n",
       "      <td>False</td>\n",
       "      <td>https://www.liepin.com/job/1953375321.shtml</td>\n",
       "      <td>...</td>\n",
       "      <td>5bc449188e50b2deb6330a5f04a.png</td>\n",
       "      <td>8807991</td>\n",
       "      <td>北京微观博易信息技术有限公司</td>\n",
       "      <td>50-99人</td>\n",
       "      <td>NaN</td>\n",
       "      <td>650408e3693eac1864db0c6401u.png</td>\n",
       "      <td>https://www.liepin.com/company/8807991/</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>统招本科</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>{\"userId\":\"3f3f5c1be8d666678d46b8a63aec139f\",\"...</td>\n",
       "      <td>%7B%22scene%22%3A%22condition%22%2C%22skId%22%...</td>\n",
       "      <td>[英语]</td>\n",
       "      <td>艺术设计教师</td>\n",
       "      <td>2</td>\n",
       "      <td>20230327171242</td>\n",
       "      <td>55583651</td>\n",
       "      <td>北京-朝阳区</td>\n",
       "      <td>False</td>\n",
       "      <td>https://www.liepin.com/job/1955583651.shtml</td>\n",
       "      <td>...</td>\n",
       "      <td>5f8f986779c7cc70efbf36c008u.jpg</td>\n",
       "      <td>13196171</td>\n",
       "      <td>思璞文化创意(北京)有限公司</td>\n",
       "      <td>1-49人</td>\n",
       "      <td>NaN</td>\n",
       "      <td>61b07937d0458d53c627567e02u.jpg</td>\n",
       "      <td>https://www.liepin.com/company/13196171/</td>\n",
       "      <td>其他教育培训</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>统招本科</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>{\"userId\":\"fc0dc1a02ee7dfbe7470021ba1be557e\",\"...</td>\n",
       "      <td>%7B%22scene%22%3A%22condition%22%2C%22skId%22%...</td>\n",
       "      <td>[产品设计, 市场调研, 产品规划, 用户研究, 数据挖掘, 需求调研]</td>\n",
       "      <td>产品专员</td>\n",
       "      <td>2</td>\n",
       "      <td>20230704084721</td>\n",
       "      <td>56762577</td>\n",
       "      <td>北京-朝阳区</td>\n",
       "      <td>False</td>\n",
       "      <td>https://www.liepin.com/job/1956762577.shtml</td>\n",
       "      <td>...</td>\n",
       "      <td>54d1e75c712e7147fd80584201a.jpg</td>\n",
       "      <td>493597</td>\n",
       "      <td>云南白药集团股份有限公司</td>\n",
       "      <td>5000-10000人</td>\n",
       "      <td>沪深A股上市</td>\n",
       "      <td>5bfea16174719d2aa34c259e03a.png</td>\n",
       "      <td>https://www.liepin.com/company/493597/</td>\n",
       "      <td>制药</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>统招本科</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>800 rows × 32 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                           dataParams  \\\n",
       "0   {\"jobKind\":\"6\",\"userId\":\"1ad297779b1a4b2656416...   \n",
       "1   {\"jobKind\":\"6\",\"userId\":\"3edb05caf9473aa351ea1...   \n",
       "2   {\"jobKind\":\"6\",\"userId\":\"f7a425db1fb97ca62ba0a...   \n",
       "3   {\"jobKind\":\"6\",\"userId\":\"4eff8ac9999bfd158bb88...   \n",
       "4   {\"jobKind\":\"6\",\"userId\":\"04e5ac39274bc67e47e31...   \n",
       "..                                                ...   \n",
       "35  {\"userId\":\"b03f12241b83a985ff7d4e1ed2dae95d\",\"...   \n",
       "36  {\"userId\":\"004bcd3e52bd8f1ca8b4dcc45b9e2cbb\",\"...   \n",
       "37  {\"userId\":\"312f62014b6a187d6ed89cb6ef2d9ae9\",\"...   \n",
       "38  {\"userId\":\"3f3f5c1be8d666678d46b8a63aec139f\",\"...   \n",
       "39  {\"userId\":\"fc0dc1a02ee7dfbe7470021ba1be557e\",\"...   \n",
       "\n",
       "                                             dataInfo  \\\n",
       "0   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       "1   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       "2   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       "3   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       "4   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       "..                                                ...   \n",
       "35  %7B%22scene%22%3A%22condition%22%2C%22skId%22%...   \n",
       "36  %7B%22scene%22%3A%22condition%22%2C%22skId%22%...   \n",
       "37  %7B%22scene%22%3A%22condition%22%2C%22skId%22%...   \n",
       "38  %7B%22scene%22%3A%22condition%22%2C%22skId%22%...   \n",
       "39  %7B%22scene%22%3A%22condition%22%2C%22skId%22%...   \n",
       "\n",
       "                                           job.labels  \\\n",
       "0                                                [本科]   \n",
       "1                                   [本科, 数据产品, IT互联网]   \n",
       "2            [本科, 安全产品, 信息安全, 原型设计, 市场调研, 产品设计, 产品规划]   \n",
       "3   [本科, 交易产品, 内容产品, 电商产品, 工具产品, 交互设计, 产品优化, 产品设计,...   \n",
       "4   [本科, 平台产品, 产品设计, IT互联网, to C, 需求分析, 用户研究, 产品优化...   \n",
       "..                                                ...   \n",
       "35                                                 []   \n",
       "36                                                 []   \n",
       "37                                                 []   \n",
       "38                                               [英语]   \n",
       "39               [产品设计, 市场调研, 产品规划, 用户研究, 数据挖掘, 需求调研]   \n",
       "\n",
       "                     job.title job.jobKind job.refreshTime job.jobId  job.dq  \\\n",
       "0                 PM 项目管理-智能汽车           6  20231101113030  62607503  北京-海淀区   \n",
       "1                    校招-数据产品经理           6  20220824120330  47091861  北京-朝阳区   \n",
       "2             商用密码产品经理(J11706)           6  20230918144142  61717639  北京-西城区   \n",
       "3                  平台产品经理-电商产品           6  20230830100415  61223229      北京   \n",
       "4               【24届校招】产品经理-飞书           6  20231010232036  62117433      北京   \n",
       "..                         ...         ...             ...       ...     ...   \n",
       "35                    区域市场推广专员           2  20231101133624  41767871  北京-朝阳区   \n",
       "36                 证券信托合规岗（派遣）           2  20230419141127  57937165  北京-西城区   \n",
       "37  Quant Researcher量化策略研究员-北京           2  20230208101852  53375321  北京-朝阳区   \n",
       "38                      艺术设计教师           2  20230327171242  55583651  北京-朝阳区   \n",
       "39                        产品专员           2  20230704084721  56762577  北京-朝阳区   \n",
       "\n",
       "    job.topJob                                     job.link  ...  \\\n",
       "0        False       https://www.liepin.com/lptjob/62607503  ...   \n",
       "1        False       https://www.liepin.com/lptjob/47091861  ...   \n",
       "2        False       https://www.liepin.com/lptjob/61717639  ...   \n",
       "3        False       https://www.liepin.com/lptjob/61223229  ...   \n",
       "4        False       https://www.liepin.com/lptjob/62117433  ...   \n",
       "..         ...                                          ...  ...   \n",
       "35       False  https://www.liepin.com/job/1941767871.shtml  ...   \n",
       "36       False  https://www.liepin.com/job/1957937165.shtml  ...   \n",
       "37       False  https://www.liepin.com/job/1953375321.shtml  ...   \n",
       "38       False  https://www.liepin.com/job/1955583651.shtml  ...   \n",
       "39       False  https://www.liepin.com/job/1956762577.shtml  ...   \n",
       "\n",
       "           recruiter.recruiterPhoto comp.compId   comp.compName  \\\n",
       "0   650fa1f0f1e1603d9a2d497d02u.png     6713496    中科创达软件股份有限公司   \n",
       "1   5f8f9865ea60860b75384fa508u.jpg     8939472            水滴公司   \n",
       "2   5f8f986779c7cc70efbf36c008u.jpg     1026344      联通数字科技有限公司   \n",
       "3   5f8f9868f6d1ab58476f24a008u.jpg     8605497              快手   \n",
       "4   5f8f9865ea60860b75384fa508u.jpg     9352611    北京抖音信息服务有限公司   \n",
       "..                              ...         ...             ...   \n",
       "35  5f8f986779c7cc70efbf36c008u.jpg     3736906            万全医药   \n",
       "36  59fa6af6703232012072af5405a.jpg     6097821            外贸信托   \n",
       "37  5bc449188e50b2deb6330a5f04a.png     8807991  北京微观博易信息技术有限公司   \n",
       "38  5f8f986779c7cc70efbf36c008u.jpg    13196171  思璞文化创意(北京)有限公司   \n",
       "39  54d1e75c712e7147fd80584201a.jpg      493597    云南白药集团股份有限公司   \n",
       "\n",
       "    comp.compScale comp.compStage                    comp.compLogo  \\\n",
       "0         10000人以上         沪深A股上市  6229baa0ead2b85d0edf262001u.png   \n",
       "1      5000-10000人           美股上市  5f6989a39d37de58797cdabe04u.png   \n",
       "2       2000-5000人          融资未公开  60c855fdd64536075db19b3602u.png   \n",
       "3         10000人以上           港股上市  61c959425856064211ca0c8108u.png   \n",
       "4         10000人以上             D轮  59fa8a1d70323b4a8499a2c705a.jpg   \n",
       "..             ...            ...                              ...   \n",
       "35      1000-2000人            NaN  5f27e475556e7a7b12787fa906u.jpg   \n",
       "36        500-999人            NaN  5c10b1ab570cb120f18677e908u.png   \n",
       "37          50-99人            NaN  650408e3693eac1864db0c6401u.png   \n",
       "38           1-49人            NaN  61b07937d0458d53c627567e02u.jpg   \n",
       "39     5000-10000人         沪深A股上市  5bfea16174719d2aa34c259e03a.png   \n",
       "\n",
       "                                   comp.link comp.compIndustry  \\\n",
       "0    https://www.liepin.com/company/6713496/             计算机软件   \n",
       "1    https://www.liepin.com/company/8939472/               互联网   \n",
       "2    https://www.liepin.com/company/1026344/             计算机软件   \n",
       "3    https://www.liepin.com/company/8605497/               互联网   \n",
       "4    https://www.liepin.com/company/9352611/           在线社交/媒体   \n",
       "..                                       ...               ...   \n",
       "35   https://www.liepin.com/company/3736906/                制药   \n",
       "36   https://www.liepin.com/company/6097821/          担保/拍卖/典当   \n",
       "37   https://www.liepin.com/company/8807991/             计算机软件   \n",
       "38  https://www.liepin.com/company/13196171/            其他教育培训   \n",
       "39    https://www.liepin.com/company/493597/                制药   \n",
       "\n",
       "   job.requireWorkYears job.requireEduLevel  \n",
       "0                   NaN                 NaN  \n",
       "1                   NaN                 NaN  \n",
       "2                   NaN                 NaN  \n",
       "3                   NaN                 NaN  \n",
       "4                   NaN                 NaN  \n",
       "..                  ...                 ...  \n",
       "35                 经验不限                统招本科  \n",
       "36                 经验不限                统招本科  \n",
       "37                 经验不限                统招本科  \n",
       "38                 经验不限                统招本科  \n",
       "39                 经验不限                统招本科  \n",
       "\n",
       "[800 rows x 32 columns]"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import crawl_liepin\n",
    "\n",
    "crawl_liepin.crawl(城市=\"北京\",关键词=\"产品经理\",工作经验='应届生')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7b814b6c",
   "metadata": {},
   "source": [
    "# 1.第一个目标，cookies实现登陆，获取完整数据"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "89a39238",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'__uuid=1682506231332.35; __gc_id=3d46c0e1e25d448289ee2f8b24141978; need_bind_tel=false; new_user=false; c_flag=0d149812a9ec16dadc07ed244afb28d4; imClientId=f1e6101f1bbdcc68b518e65d13880889; imId=f1e6101f1bbdcc68d5850e676be58827; imClientId_0=f1e6101f1bbdcc68b518e65d13880889; imId_0=f1e6101f1bbdcc68d5850e676be58827; _ga=GA1.1.1565899530.1682506284; __tlog=1698838421723.59%7C00000000%7C00000000%7Cs_00_pz0%7Cs_00_pz0; XSRF-TOKEN=-vXsjIFxRLSdtqPJoyhzvg; UniqueKey=8f63ffb58791fc3641344312b1f2ca2b; liepin_login_valid=0; lt_auth=su4JMiQFml3443LY22Bb7axIi4iuV22b9n4NghlWhtHtDqXj4P%2FmQAmPrbkA%2BioIq058I%2F0zMLb3PeD9wXdM4kUW%2FlGnlZ6utf6k1XweSOZcN8W2vezHl8zSRpscl0AC8nFbtkIL%2BQ%3D%3D; access_system=C; inited_user=7a99970d6609cbdb833fd32024fcfa28; user_roles=0; user_photo=5f8fa3bc8dbe6273dcf85e5e08u.png; user_name=%E5%8D%93%E6%9F%94; Hm_lvt_a2647413544f5a04f00da7eee0d5e200=1697021844,1697626975,1698230765,1698838473; acw_tc=276077d816988384718812208ea63d1d6f4f3ed1d3b49db2ca769fdac83c8c; hpo_role-sec_project=sec_project_liepin; hpo_sec_tenant=0; imApp_0=1; Hm_lpvt_a2647413544f5a04f00da7eee0d5e200=1698838494; __session_seq=5; __uv_seq=5; __tlg_event_seq=18; fe_im_socketSequence_new_0=2_2_2; fe_im_opened_pages=; fe_im_connectJson_0=%7B%220_8f63ffb58791fc3641344312b1f2ca2b%22%3A%7B%22socketConnect%22%3A%222%22%2C%22connectDomain%22%3A%22liepin.com%22%7D%7D; _ga_54YTJKWN86=GS1.1.1698838493.17.1.1698838651.0.0.0'"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 建立cookies\n",
    "cookie = \"__uuid=1682506231332.35; __gc_id=3d46c0e1e25d448289ee2f8b24141978; need_bind_tel=false; new_user=false; c_flag=0d149812a9ec16dadc07ed244afb28d4; imClientId=f1e6101f1bbdcc68b518e65d13880889; imId=f1e6101f1bbdcc68d5850e676be58827; imClientId_0=f1e6101f1bbdcc68b518e65d13880889; imId_0=f1e6101f1bbdcc68d5850e676be58827; _ga=GA1.1.1565899530.1682506284; __tlog=1698838421723.59%7C00000000%7C00000000%7Cs_00_pz0%7Cs_00_pz0; XSRF-TOKEN=-vXsjIFxRLSdtqPJoyhzvg; UniqueKey=8f63ffb58791fc3641344312b1f2ca2b; liepin_login_valid=0; lt_auth=su4JMiQFml3443LY22Bb7axIi4iuV22b9n4NghlWhtHtDqXj4P%2FmQAmPrbkA%2BioIq058I%2F0zMLb3PeD9wXdM4kUW%2FlGnlZ6utf6k1XweSOZcN8W2vezHl8zSRpscl0AC8nFbtkIL%2BQ%3D%3D; access_system=C; inited_user=7a99970d6609cbdb833fd32024fcfa28; user_roles=0; user_photo=5f8fa3bc8dbe6273dcf85e5e08u.png; user_name=%E5%8D%93%E6%9F%94; Hm_lvt_a2647413544f5a04f00da7eee0d5e200=1697021844,1697626975,1698230765,1698838473; acw_tc=276077d816988384718812208ea63d1d6f4f3ed1d3b49db2ca769fdac83c8c; hpo_role-sec_project=sec_project_liepin; hpo_sec_tenant=0; imApp_0=1; Hm_lpvt_a2647413544f5a04f00da7eee0d5e200=1698838494; __session_seq=5; __uv_seq=5; __tlg_event_seq=18; fe_im_socketSequence_new_0=2_2_2; fe_im_opened_pages=; fe_im_connectJson_0=%7B%220_8f63ffb58791fc3641344312b1f2ca2b%22%3A%7B%22socketConnect%22%3A%222%22%2C%22connectDomain%22%3A%22liepin.com%22%7D%7D; _ga_54YTJKWN86=GS1.1.1698838493.17.1.1698838651.0.0.0\"\n",
    "cookie"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "3c3ade5e",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "登录cookie __uuid=1682506231332.35; __gc_id=3d46c0e1e25d448289ee2f8b24141978; need_bind_tel=false; new_user=false; c_flag=0d149812a9ec16dadc07ed244afb28d4; imClientId=f1e6101f1bbdcc68b518e65d13880889; imId=f1e6101f1bbdcc68d5850e676be58827; imClientId_0=f1e6101f1bbdcc68b518e65d13880889; imId_0=f1e6101f1bbdcc68d5850e676be58827; _ga=GA1.1.1565899530.1682506284; __tlog=1698838421723.59%7C00000000%7C00000000%7Cs_00_pz0%7Cs_00_pz0; XSRF-TOKEN=-vXsjIFxRLSdtqPJoyhzvg; UniqueKey=8f63ffb58791fc3641344312b1f2ca2b; liepin_login_valid=0; lt_auth=su4JMiQFml3443LY22Bb7axIi4iuV22b9n4NghlWhtHtDqXj4P%2FmQAmPrbkA%2BioIq058I%2F0zMLb3PeD9wXdM4kUW%2FlGnlZ6utf6k1XweSOZcN8W2vezHl8zSRpscl0AC8nFbtkIL%2BQ%3D%3D; access_system=C; inited_user=7a99970d6609cbdb833fd32024fcfa28; user_roles=0; user_photo=5f8fa3bc8dbe6273dcf85e5e08u.png; user_name=%E5%8D%93%E6%9F%94; Hm_lvt_a2647413544f5a04f00da7eee0d5e200=1697021844,1697626975,1698230765,1698838473; acw_tc=276077d816988384718812208ea63d1d6f4f3ed1d3b49db2ca769fdac83c8c; hpo_role-sec_project=sec_project_liepin; hpo_sec_tenant=0; imApp_0=1; Hm_lpvt_a2647413544f5a04f00da7eee0d5e200=1698838494; __session_seq=5; __uv_seq=5; __tlg_event_seq=18; fe_im_socketSequence_new_0=2_2_2; fe_im_opened_pages=; fe_im_connectJson_0=%7B%220_8f63ffb58791fc3641344312b1f2ca2b%22%3A%7B%22socketConnect%22%3A%222%22%2C%22connectDomain%22%3A%22liepin.com%22%7D%7D; _ga_54YTJKWN86=GS1.1.1698838493.17.1.1698838651.0.0.0\n",
      "{'flag': 1, 'data': {'data': {'jobCardList': [{'dataInfo': '%7B%22jobId%22%3A%2248818805%22%2C%22skId%22%3A%22geq5b0qsi9umzbhn0oojbi2j8v8qu2bb%22%2C%22fkId%22%3A%22y2jy1uvl2gar8xipyemg77rijoomop78%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22y2jy1uvl2gar8xipyemg77rijoomop78%22%2C%22scene%22%3A%22condition%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D', 'comp': {'compScale': '50-99人', 'compName': '厦门唯样科技有限公司', 'compId': 9885213, 'compIndustry': '电子/半导体/集成电路', 'compStage': '融资未公开', 'compLogo': '5c6e1794261c45f047888e8e04u.png', 'link': 'https://www.liepin.com/company/9885213/'}, 'dataParams': '{\"jobId\":\"48818805\",\"imId\":\"fd14de11be220755ac365a663ca833da\",\"imUserType\":\"2\",\"jobKind\":\"2\",\"recruiterName\":\"吴先生\",\"userId\":\"09ea96f81e58eafe6ac4e705fd2725a1\",\"recruiterPhoto\":\"5f8f986bdfb13a7dee342f2108u.jpg\"}', 'job': {'labels': ['渠道运营', '产品运营'], 'title': 'PM产品经理（元器件）', 'advViewFlag': False, 'salary': '15-20k·13薪', 'jobId': '48818805', 'dq': '深圳-福田区', 'refreshTime': '20220411230440', 'jobKind': '2', 'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=0&skId=geq5b0qsi9umzbhn0oojbi2j8v8qu2bb&fkId=y2jy1uvl2gar8xipyemg77rijoomop78&ckId=y2jy1uvl2gar8xipyemg77rijoomop78&sfrom=search_job_pc&curPage=0&pageSize=40&index=0', 'pcOuterLink': '', 'h5OuterLink': '', 'topJob': False, 'requireWorkYears': '经验不限', 'requireEduLevel': '大专', 'link': 'https://www.liepin.com/job/1948818805.shtml'}, 'recruiter': {'imId': 'fd14de11be220755ac365a663ca833da', 'imUserType': '2', 'chatted': False, 'recruiterName': '吴先生', 'recruiterTitle': '总经理', 'recruiterPhoto': '5f8f986bdfb13a7dee342f2108u.jpg', 'recruiterId': '09ea96f81e58eafe6ac4e705fd2725a1'}}, {'dataInfo': '%7B%22jobId%22%3A%2261653337%22%2C%22skId%22%3A%22geq5b0qsi9umzbhn0oojbi2j8v8qu2bb%22%2C%22fkId%22%3A%22y2jy1uvl2gar8xipyemg77rijoomop78%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22jobKind%22%3A%226%22%2C%22ckId%22%3A%22y2jy1uvl2gar8xipyemg77rijoomop78%22%2C%22scene%22%3A%22condition%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D', 'comp': {'compScale': '1000-2000人', 'compName': '深圳市星河商置集团有限公司', 'compId': 10014083, 'compIndustry': '房地产开发经营', 'compLogo': '60c19143d386331b9911807308u.png', 'link': 'https://www.liepin.com/company/10014083/'}, 'dataParams': '{\"jobId\":\"61653337\",\"imId\":\"edcfb0c58429eea8befa578784e31c32\",\"imUserType\":\"2\",\"jobKind\":\"6\",\"recruiterName\":\"秦女士\",\"userId\":\"c960a7e65b25d69968472aa719a7e906\",\"recruiterPhoto\":\"5f8f9866dfb13a7dee342f1808u.jpg\"}', 'job': {'labels': ['本科'], 'title': '产品经理校招管培生', 'advViewFlag': False, 'salary': '9-10k', 'jobId': '61653337', 'dq': '深圳-龙岗区', 'refreshTime': '20231011164233', 'jobKind': '6', 'campusJobKind': '应届', 'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=1&skId=geq5b0qsi9umzbhn0oojbi2j8v8qu2bb&fkId=y2jy1uvl2gar8xipyemg77rijoomop78&ckId=y2jy1uvl2gar8xipyemg77rijoomop78&sfrom=search_job_pc&curPage=0&pageSize=40&index=1', 'pcOuterLink': '', 'h5OuterLink': '', 'topJob': False, 'link': 'https://www.liepin.com/lptjob/61653337'}, 'recruiter': {'imId': 'edcfb0c58429eea8befa578784e31c32', 'imUserType': '2', 'chatted': False, 'recruiterName': '秦女士', 'recruiterTitle': '', 'recruiterPhoto': '5f8f9866dfb13a7dee342f1808u.jpg', 'recruiterId': 'c960a7e65b25d69968472aa719a7e906'}}, {'dataInfo': '%7B%22jobId%22%3A%2261177229%22%2C%22skId%22%3A%22geq5b0qsi9umzbhn0oojbi2j8v8qu2bb%22%2C%22fkId%22%3A%22y2jy1uvl2gar8xipyemg77rijoomop78%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22jobKind%22%3A%226%22%2C%22ckId%22%3A%22y2jy1uvl2gar8xipyemg77rijoomop78%22%2C%22scene%22%3A%22condition%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D', 'comp': {'compScale': '100-499人', 'compName': '华灵云科技', 'compId': 9223438, 'compIndustry': '货运/物流/仓储', 'compStage': 'A轮', 'compLogo': '63f815663b91264a105d2ce008u.png', 'link': 'https://www.liepin.com/company/9223438/'}, 'dataParams': '{\"jobId\":\"61177229\",\"imId\":\"c240626b125829e0ccf79dbc9e75a66a\",\"imUserType\":\"2\",\"jobKind\":\"6\",\"recruiterName\":\"陈女士\",\"userId\":\"6d03c94152e68a1deb7401c8ff401190\",\"recruiterPhoto\":\"5f8f986779c7cc70efbf36c008u.jpg\"}', 'job': {'labels': ['本科', '产品优化', '数据分析', '流程设计', '市场调研', '海外产品', '供应链产品', '电商产品', 'to C', 'web端产品'], 'title': '产品经理-深圳/杭州', 'advViewFlag': False, 'salary': '10-18k·15薪', 'jobId': '61177229', 'dq': '深圳-龙华区', 'refreshTime': '20230828181729', 'jobKind': '6', 'campusJobKind': '应届', 'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=2&skId=geq5b0qsi9umzbhn0oojbi2j8v8qu2bb&fkId=y2jy1uvl2gar8xipyemg77rijoomop78&ckId=y2jy1uvl2gar8xipyemg77rijoomop78&sfrom=search_job_pc&curPage=0&pageSize=40&index=2', 'pcOuterLink': '', 'h5OuterLink': '', 'topJob': False, 'link': 'https://www.liepin.com/lptjob/61177229'}, 'recruiter': {'imId': 'c240626b125829e0ccf79dbc9e75a66a', 'imUserType': '2', 'chatted': False, 'recruiterName': '陈女士', 'recruiterTitle': 'HR', 'recruiterPhoto': '5f8f986779c7cc70efbf36c008u.jpg', 'recruiterId': '6d03c94152e68a1deb7401c8ff401190'}}, {'dataInfo': '%7B%22jobId%22%3A%2242531029%22%2C%22skId%22%3A%22geq5b0qsi9umzbhn0oojbi2j8v8qu2bb%22%2C%22fkId%22%3A%22y2jy1uvl2gar8xipyemg77rijoomop78%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22jobKind%22%3A%226%22%2C%22ckId%22%3A%22y2jy1uvl2gar8xipyemg77rijoomop78%22%2C%22scene%22%3A%22condition%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D', 'comp': {'compScale': '500-999人', 'compName': '中证信用', 'compId': 8518539, 'compIndustry': '基金/证券/期货', 'compLogo': '5bfe9c9474719df0ac9a3d2803a.png', 'link': 'https://www.liepin.com/company/8518539/'}, 'dataParams': '{\"jobId\":\"42531029\",\"imId\":\"73039a92c2455c32dfb6df235db455f2\",\"imUserType\":\"2\",\"jobKind\":\"6\",\"recruiterName\":\"徐女士\",\"userId\":\"ef5d580dff432d194afb66bee97d56f1\",\"recruiterPhoto\":\"5f8f986779c7cc70efbf36c008u.jpg\"}', 'job': {'labels': ['本科'], 'title': '产品经理岗', 'advViewFlag': False, 'salary': '10-15k·14薪', 'jobId': '42531029', 'dq': '深圳', 'refreshTime': '20210826172341', 'jobKind': '6', 'campusJobKind': '应届', 'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=3&skId=geq5b0qsi9umzbhn0oojbi2j8v8qu2bb&fkId=y2jy1uvl2gar8xipyemg77rijoomop78&ckId=y2jy1uvl2gar8xipyemg77rijoomop78&sfrom=search_job_pc&curPage=0&pageSize=40&index=3', 'pcOuterLink': '', 'h5OuterLink': '', 'topJob': False, 'link': 'https://www.liepin.com/lptjob/42531029'}, 'recruiter': {'imId': '73039a92c2455c32dfb6df235db455f2', 'imUserType': '2', 'chatted': False, 'recruiterName': '徐女士', 'recruiterTitle': '人力资源主管', 'recruiterPhoto': '5f8f986779c7cc70efbf36c008u.jpg', 'recruiterId': 'ef5d580dff432d194afb66bee97d56f1'}}, {'dataInfo': 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     "text": [
      "这是第1页，接下来将先等待10秒...然后以继续抓取\n",
      "这是第2页，接下来将先等待5秒...然后以继续抓取\n",
      "这是第3页，接下来将先等待4秒...然后以继续抓取\n",
      "这是第4页，接下来将先等待6秒...然后以继续抓取\n",
      "这是第5页，接下来将先等待7秒...然后以继续抓取\n",
      "这是第6页，接下来将先等待9秒...然后以继续抓取\n",
      "这是第7页，接下来将先等待4秒...然后以继续抓取\n",
      "这是第8页，接下来将先等待4秒...然后以继续抓取\n",
      "这是第9页，接下来将先等待9秒...然后以继续抓取\n",
      "这是第10页，接下来将先等待3秒...然后以继续抓取\n",
      "这是第11页，接下来将先等待5秒...然后以继续抓取\n",
      "这是第12页，接下来将先等待3秒...然后以继续抓取\n",
      "这是第13页，接下来将先等待4秒...然后以继续抓取\n",
      "这是第14页，接下来将先等待10秒...然后以继续抓取\n"
     ]
    }
   ],
   "source": [
    "import crawl_liepin\n",
    "产品经理_深圳_results = crawl_liepin.crawl(城市=\"深圳\",关键词=\"产品经理\",工作经验='应届生',登录cookie=cookie)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9eff567b",
   "metadata": {},
   "source": [
    "# 2.尝试使用数据分析进行数据交互式可视化"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "4595ab0c",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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   "name": "python3"
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    "name": "ipython",
    "version": 3
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   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.12"
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  "toc": {
   "base_numbering": 1,
   "nav_menu": {},
   "number_sections": true,
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   "title_cell": "Table of Contents",
   "title_sidebar": "Contents",
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   "toc_position": {},
   "toc_section_display": true,
   "toc_window_display": false
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 },
 "nbformat": 4,
 "nbformat_minor": 5
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